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AP1S1T/README.md

Hi My name is Apisit Robjanghvad

I'm passionate about computational structures in civil engineering and exploring the potential of AI and machine learning in this field. My primary interest lies in integrating AI to solve complex problems in civil engineering, especially focusing on Physics-Informed Neural Networks (PINNs) and other machine learning techniques.

  • 🌍  I'm based in Bangkok
  • ✉️  You can contact me at apisit65a@gmail.com
  • 🧠  I'm learning Physics-Informed Neural Networks (PINNs): Applying PINNs for structural analysis in civil engineering. Machine Learning in Civil Engineering: Leveraging AI to improve structural analysis, design, and prediction models.

Skills

PythonC++VS CodePhotoshopBlenderTensorFlowPyTorch

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  1. PiNNs-for-Slope-Stability-analysis PiNNs-for-Slope-Stability-analysis Public

    This project uses a Physics-Informed Neural Network (PiNN) to analyze slope stability. It combines physics with neural networks to predict slope deformation and failure.

    Jupyter Notebook 4

  2. PINNs-SlopeStability-MohrCoulomb PINNs-SlopeStability-MohrCoulomb Public

    This repository implements Physics-Informed Neural Networks (PINNs) for slope stability analysis based on the Mohr-Coulomb failure criterion. The aim is to evaluate slope stability under various co…

    Jupyter Notebook 3

  3. PINNs-SlopeStability-MultiLayer PINNs-SlopeStability-MultiLayer Public

    PINNs use deep learning to solve PDEs, making them mesh-free and flexible for multi-layered soils. They require extensive training but can leverage GPUs for faster performance. FEM relies on domain…

    Jupyter Notebook 3

  4. Calculate-the-reaction-using-the-Direct-Stiffness-Method-with-Python. Calculate-the-reaction-using-the-Direct-Stiffness-Method-with-Python. Public

    Python

  5. community/community community/community Public

    Public feedback discussions for: GitHub Mobile, GitHub Discussions, GitHub Codespaces, GitHub Sponsors, GitHub Issues and more!

    Ruby 6.8k 2.6k